Sampling calculator: match your camera and telescope to the seeing
Sampling compares the size of a star image (its FWHM, set mostly by seeing) with the size of a pixel on the sky. Published guidance aims for about 2 to 3 pixels across the FWHM, though sources differ: the calculator lets you pick the band and shows which binning levels land inside it.
What sampling means
A star in a long exposure is not a point. The atmosphere, the optics and the guiding spread it into a blob whose width at half its peak brightness is the FWHM (full width at half maximum), measured in arcseconds. Sampling asks how many pixels that width covers:
pixels per FWHM = star FWHM (″) ÷ image scale (″ per pixel)
Too few pixels and stars look square, and fine detail is lost between pixels (under-sampling). Too many and the extra pixels add no detail while each one collects less light, so per-pixel noise rises and files grow (over-sampling).
The rules of thumb, and why they differ
There is no single agreed number. The calculator offers three bands taken from published guidance:
| Band | Source | Context |
|---|---|---|
| 2–3 px per FWHM | AAVSO CCD/CMOS photometry guide | photometry; below 2 is under-sampled |
| 2.5–3 px | Diffraction Limited | 2 px minimum, 2.5–2.8 generally optimal for square pixels |
| 3.3–4 px | Stan Moore | 3.33 px as the critical value once the pixel diagonal is counted |
The usual explanation links 2 pixels per FWHM to the Nyquist sampling theorem. A refereed paper on spectrograph sampling, Robertson (2017), argues that the “2 pixels = Nyquist” maxim is incorrect for typical profiles, which alias at that rate. Atik takes a different route and expresses its rule of thumb as 1–2″ per pixel for typical seeing, rather than a pixel count. The default band in the calculator is 2–3 pixels; switch bands to see how the verdict changes.
What FWHM to enter
The best input is the FWHM of stars measured in your own sub-exposures, if your capture or stacking software reports it. That measurement includes everything that blurs the stars: seeing, focus, optics, guiding. Without it, use typical values. For amateur sites, the AAVSO guide gives 3–4″ for most locations and Diffraction Limited 2.5–3.5″ for non-alpine sites. Professional observatories are in a different class: ESO reports a median seeing of 0.72″ at Paranal.
Worked examples
Assuming 2.5″ stars and the 2–3 pixel band:
| Setup | Image scale | Pixels per FWHM | Result |
|---|---|---|---|
| 3.76 µm pixels at 400 mm | 1.94″ | 1.29 | under-sampled |
| 3.76 µm at 900 mm | 0.86″ | 2.90 | within |
| 3.76 µm at 1280 mm | 0.61″ | 4.13 | over; 2×2 binning gives 2.06 |
| 3.76 µm at 2032 mm | 0.38″ | 6.55 | over; 3×3 binning gives 2.18 |
| 2.9 µm at 2032 mm | 0.29″ | 8.49 | over; 3×3 binning gives 2.83 |
For 2.5″ seeing and 3.76 µm pixels, the band corresponds to focal lengths of about 620–930 mm. With 3.5″ seeing it moves down to about 440–665 mm. The calculator prints this range for your own pixel size and FWHM.
What to do about it
- Over-sampled: bin 2×2 or 3×3 (the calculator lists each level), or use a reducer to shorten the focal length. The reducer calculator shows the new image scale.
- Under-sampled: wide-field imaging is often under-sampled by design, because field of view matters more than fine detail. Dithering between frames and drizzle integration can recover some resolution; the drizzle guide explains the method and its costs.
- Colour cameras: the image scale is per photosite, but each colour is sampled by only part of the Bayer pattern, so a one-shot colour camera samples each colour more coarsely than the numbers suggest. See the mono vs colour guide.
The sampling and seeing guide goes further into how FWHM is measured and where the competing rules come from.
Questions
- What is the right image scale for 2.5 arcsecond seeing?
- For 2 to 3 pixels across a 2.5″ star, the image scale should be between about 0.83″ and 1.25″ per pixel. With 3.76 µm pixels that means a focal length of roughly 620 to 930 mm.
- Is 2 pixels per FWHM the Nyquist limit?
- It is often described that way, but a refereed paper by Robertson (2017) argues the maxim is incorrect for typical profiles, and Stan Moore argues for 3.33 pixels because of the pixel diagonal. The AAVSO guide uses 2 to 3 pixels for photometry. The calculator offers all three bands.
- Should I bin an oversampled image?
- If the stars span far more than three pixels, binning 2×2 or 3×3 reduces the file size and per-pixel noise without losing real detail. The calculator lists the image scale and pixels per FWHM for each bin level.
Sources
- AAVSO Guide to CCD/CMOS Photometry with Monochrome Cameras, v1.0 American Association of Variable Star Observers. Sect. 3.2.3 Seeing and Sampling: FWHM across 2–3 pixels; seeing 3–4″ at most locations. Accessed October 12, 2026.
- Matching Your Camera to Your Optics Diffraction Limited (D. George). Minimum 2 px across FWHM; 2.5–2.8 generally optimal; typical non-alpine seeing 2.5–3.5″. Accessed October 12, 2026.
- CCD pixel size: what is the best pixel size? Stan Moore. Critical sampling 3.33 px per FWHM including the pixel diagonal. Accessed October 12, 2026.
- Rules (1–2 arc second per pixel) and when to break them Atik Cameras. Accessed October 12, 2026.
- Detector Sampling of Optical/IR Spectra: How Many Pixels per FWHM? J. G. Robertson, Publications of the Astronomical Society of Australia 34, e035 (2017). Accessed October 12, 2026.
- Paranal site information: seeing statistics European Southern Observatory. Accessed October 12, 2026.